Title :
Hyper Frame Vision: a real-time vision system for 6-DOF object localization
Author :
Sumi, Yasushi ; Ishiyama, Yutaka ; Tomita, Fumiaki
Author_Institution :
Intelligent Syst. Inst., AIST, Tsukuba, Japan
Abstract :
A system for robot vision is proposed that integrates a 3-D object recognition task and a 3-D object tracking task, enabling real-time 6-DOF localization of a known continuously moving object. A computational time-lag between the two tasks is absorbed by a large amount of frame memory. For 3-D sensing, calibrated trinocular stereo cameras are used to employ stereo-vision-based object recognition and tracking methods that allow objects of any shape to be dealt with and to provide robust performance in an environment with partial occlusions and cluttered backgrounds. The effectiveness of the system is demonstrated by experimental results.
Keywords :
object recognition; real-time systems; robot vision; stereo image processing; tracking; 3D object recognition task; 3D sensing; 6 DOF object localization; Hyper Frame Vision; calibrated trinocular stereo cameras; cluttered backgrounds; computational time-lag; continuously moving object; partial occlusions; real-time vision system; stereo-vision-based object recognition; stereo-vision-based object tracking; Displacement measurement; Image recognition; Layout; Machine vision; Object recognition; Real time systems; Robot sensing systems; Robot vision systems; Shape; Vehicles;
Conference_Titel :
Pattern Recognition, 2002. Proceedings. 16th International Conference on
Print_ISBN :
0-7695-1695-X
DOI :
10.1109/ICPR.2002.1048005